general
Getting Started
General
Tabular
NLP
Vision
API Reference
Monitoring
CI
0.18
GitHub
Slack
PyPI
Report a problem
Show Source
API Reference
deepchecks.core
checks
DatasetKind
BaseCheck
SingleDatasetBaseCheck
TrainTestBaseCheck
ModelOnlyBaseCheck
errors
DeepchecksValueError
DeepchecksNotSupportedError
DeepchecksProcessError
NumberOfFeaturesLimitError
DatasetValidationError
ModelValidationError
DeepchecksNotImplementedError
ValidationError
DeepchecksBaseError
NotEnoughSamplesError
DeepchecksTimeoutError
BaseCheck
BaseCheck.add_condition
BaseCheck.clean_conditions
BaseCheck.conditions_decision
BaseCheck.config
BaseCheck.from_config
BaseCheck.from_json
BaseCheck.metadata
BaseCheck.name
BaseCheck.params
BaseCheck.remove_condition
BaseCheck.run
BaseCheck.to_json
CheckResult
CheckResult.html_serializer
CheckResult.ipython_serializer
CheckResult.priority
CheckResult.run_time
CheckResult.widget_serializer
CheckResult.value
CheckResult.header
CheckResult.display
CheckResult.conditions_results
CheckResult.display_check
CheckResult.from_json
CheckResult.get_check_id
CheckResult.get_header
CheckResult.get_metadata
CheckResult.have_conditions
CheckResult.have_display
CheckResult.passed_conditions
CheckResult.process_conditions
CheckResult.reduce_output
CheckResult.save_as_html
CheckResult.show
CheckResult.show_in_iframe
CheckResult.show_in_window
CheckResult.show_not_interactive
CheckResult.to_json
CheckResult.to_wandb
CheckResult.to_widget
CheckFailure
CheckFailure.html_serializer
CheckFailure.ipython_serializer
CheckFailure.run_time
CheckFailure.widget_serializer
CheckFailure.display_check
CheckFailure.from_json
CheckFailure.get_check_id
CheckFailure.get_header
CheckFailure.get_metadata
CheckFailure.print_traceback
CheckFailure.save_as_html
CheckFailure.show
CheckFailure.show_in_iframe
CheckFailure.show_in_window
CheckFailure.show_not_interactive
CheckFailure.to_json
CheckFailure.to_wandb
CheckFailure.to_widget
Condition
Condition.name
Condition.function
Condition.params
ConditionResult
ConditionResult.priority
ConditionResult.category
ConditionResult.details
ConditionResult.name
ConditionResult.get_icon
ConditionResult.is_pass
ConditionResult.set_name
ConditionCategory
BaseSuite
BaseSuite.checks
BaseSuite.name
BaseSuite.add
BaseSuite.config
BaseSuite.from_config
BaseSuite.from_json
BaseSuite.remove
BaseSuite.supported_checks
BaseSuite.to_json
SuiteResult
SuiteResult.html_serializer
SuiteResult.ipython_serializer
SuiteResult.widget_serializer
SuiteResult.name
SuiteResult.extra_info
SuiteResult.results
SuiteResult.from_json
SuiteResult.get_not_passed_checks
SuiteResult.get_not_ran_checks
SuiteResult.get_passed_checks
SuiteResult.passed
SuiteResult.save_as_cml_markdown
SuiteResult.save_as_html
SuiteResult.select_results
SuiteResult.show
SuiteResult.show_in_iframe
SuiteResult.show_in_window
SuiteResult.show_not_interactive
SuiteResult.to_json
SuiteResult.to_wandb
SuiteResult.to_widget
deepchecks.tabular
checks
data_integrity
train_test_validation
model_evaluation
suites
data_integrity
train_test_validation
model_evaluation
full_suite
datasets
classification
regression
integrations
__all__
__builtins__
__cached__
__doc__
__file__
__loader__
__name__
__package__
__path__
__spec__
metric_utils
TaskType
DEFAULT_SCORERS_DICT
DEFAULT_REGRESSION_SCORERS
DEFAULT_BINARY_SCORERS
DEFAULT_MULTICLASS_SCORERS
MULTICLASS_SCORERS_NON_AVERAGE
DeepcheckScorer
init_validate_scorers
get_default_scorers
utils
__all__
__builtins__
__cached__
__doc__
__file__
__loader__
__name__
__package__
__path__
__spec__
feature_importance
messages
task_inference
task_type
validation
deepchecks.vision
checks
data_integrity
train_test_validation
model_evaluation
suites
data_integrity
train_test_validation
model_evaluation
full_suite
datasets
classification
detection
segmentation
utils
__builtins__
__cached__
__doc__
__file__
__name__
__package__
__path__
metrics_utils
get_scorers_dict
metric_results_to_df
ObjectDetectionAveragePrecision
AveragePrecisionRecall
ObjectDetectionTpFpFn
TpFpFn
AVAILABLE_EVALUATING_FUNCTIONS
CustomClassificationScorer
CustomMetric
vision_data
VisionData
BatchOutputFormat
TaskType
base_checks
SingleDatasetCheck
TrainTestCheck
ModelOnlyCheck
context
Context
deprecation_warnings
__builtins__
__cached__
__doc__
__file__
__name__
__package__
metrics
ObjectDetectionAveragePrecision
ObjectDetectionTpFpFn
MeanDice
MeanIoU
suite
Suite
deepchecks.nlp
checks
data_integrity
train_test_validation
model_evaluation
suites
train_test_validation
model_evaluation
full_suite
datasets
classification
token_classification
metric_utils
get_default_token_scorers
validate_scorers
get_scorer_dict
init_validate_scorers
infer_on_text_data
utils
calculate_builtin_properties
calculate_builtin_embeddings
call_open_ai_completion_api
text_data
TextData
base_checks
SingleDatasetCheck
TrainTestCheck
context
Context
suite
Suite
deepchecks.utils
array_math
fast_sum_by_row
sequence_to_numpy
correlation_methods
conditional_entropy
correlation_ratio
symmetric_theil_u_correlation
theil_u_correlation
dataframes
validate_columns_exist
select_from_dataframe
un_numpy
generalized_corrwith
floatify_dataframe
floatify_series
default_fill_na_per_column_type
is_float_column
default_fill_na_series
cast_categorical_to_object_dtype
hide_index_for_display
decorators
deprecate_kwarg
Substitution
Appender
dict_funcs
get_dict_entry_by_value
sort_dict
display
imagetag
display_in_gui
docref
doclink
function
run_available_kwargs
initvars
gower_distance
calculate_distance
calculate_nearest_neighbors_distances
gower_matrix
html
imagetag
linktag
ipython
is_notebook
is_headless
create_progress_bar
is_colab_env
is_kaggle_env
is_databricks_env
is_sagemaker_env
is_terminal_interactive_shell
is_zmq_interactive_shell
is_sphinx
ProgressBarGroup
json_utils
from_json
logger
get_logger
get_verbosity
set_verbosity
metrics
get_gain
get_scorer_name
averaging_mechanism
is_label_none
model
get_model_of_pipeline
outliers
iqr_outliers_range
sharp_drop_outliers_range
plot
create_colorbar_barchart_for_check
shifted_color_map
hex_to_rgba
simple_models
PerfectModel
RandomModel
ClassificationUniformModel
RegressionUniformModel
single_sample_metrics
calculate_neg_cross_entropy_per_sample
calculate_neg_mse_per_sample
strings
string_baseform
get_base_form_to_variants_dict
split_camel_case
split_and_keep
split_by_order
is_string_column
format_percent
format_number
format_list
get_random_string
format_datetime
get_docs_summary
truncate_string
to_snake_case
create_new_file_name
widget_to_html
generate_check_docs_link
widget_to_html_string
format_number_if_not_nan
get_docs_link
typing
Hashable
BasicModel
ClassificationModel
validation
ensure_hashable_or_mutable_sequence
is_sequence_not_str
wandb_utils
wandb_run
RandomModel.predict
#
RandomModel.
predict
(
X
)
[source]
#
Predict on given X.
previous
RandomModel.fit
next
RandomModel.predict_proba